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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

9,613 listings found

1999 Honda Accord EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

1999 Honda Accord EX

Palatka, FL

UnscoredInsufficient · 0
$1,280Mileage not verified

Palatka, FL

No Photo

2007 Pontiac G5 Base

Jacksonville, FL

UnscoredInsufficient · 0
$1,495178,931 mi

Jacksonville, FL

2010 Ford Focus SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Focus SE

Mulberry, FL

UnscoredLimited · 7
$1,995247,481 mi

Comparison: 7 similar vehicles

Mulberry, FL

2001 Honda Accord EX Leather

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Honda Accord EX Leather

Kenneth City, FL

UnscoredInsufficient · 0
$2,288219,000 mi

Kenneth City, FL

2008 Honda Civic LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Honda Civic LX

Hollywood, FL

UnscoredLimited · 6
$2,499177,443 mi

Comparison: 6 similar vehicles

Hollywood, FL

2012 Honda Civic LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Honda Civic LX

Tampa, FL

UnscoredModerate · 22
$2,500229,000 mi

Comparison: 22 similar vehicles

Tampa, FL

2009 Pontiac G6 GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Pontiac G6 GT

Tampa, FL

UnscoredInsufficient · 0
$2,750179,000 mi

Tampa, FL

2004 Saturn ION 2

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Saturn ION 2

Davenport, FL

UnscoredInsufficient · 0
$2,800220,000 mi

Davenport, FL

2011 Nissan Altima S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Nissan Altima S

Tampa, FL

UnscoredLimited · 12
$2,850189,000 mi

Comparison: 12 similar vehicles

Tampa, FL

2007 Chevrolet Monte Carlo LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Chevrolet Monte Carlo LT

Okeechobee, FL

UnscoredInsufficient · 0
$2,884150,891 mi

Okeechobee, FL

2006 Chevrolet Cobalt SS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Chevrolet Cobalt SS

Orlando, FL

UnscoredInsufficient · 0
$2,900139,495 mi

Orlando, FL

2006 Honda Civic LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Honda Civic LX

Orlando, FL

UnscoredLimited · 6
$2,900174,432 mi

Comparison: 6 similar vehicles

Orlando, FL

2005 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Honda Civic EX

Tampa, FL

UnscoredInsufficient · 0
$2,900207,022 mi

Tampa, FL

2009 Pontiac G5 Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Pontiac G5 Base

Oakland Park, FL

UnscoredInsufficient · 0
$2,950119,849 mi

Oakland Park, FL

2008 Toyota Camry Solara SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Toyota Camry Solara SE

Jacksonville, FL

UnscoredLimited · 10
$2,950219,583 mi

Comparison: 10 similar vehicles

Jacksonville, FL

No Photo

2002 Ford Mustang Standard

St. Petersburg, FL

UnscoredInsufficient · 0
$2,950185,750 mi

St. Petersburg, FL

2012 Nissan Altima SR

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Nissan Altima SR

Okeechobee, FL

UnscoredLimited · 7
$2,984170,879 mi

Comparison: 7 similar vehicles

Okeechobee, FL

2008 INFINITI G 37 Journey

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 INFINITI G 37 Journey

Miami, FL

UnscoredInsufficient · 0
$2,990129,324 mi

Miami, FL

2001 Toyota Celica GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Toyota Celica GT

Deland, FL

UnscoredInsufficient · 3
$2,995217,637 mi

Comparison: 3 similar vehicles

Deland, FL

2008 Honda Accord LX-S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Honda Accord LX-S

Melbourne, FL

UnscoredInsufficient · 0
$2,999184,316 mi

Melbourne, FL

2008 BMW 3 Series 328xi

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 BMW 3 Series 328xi

Fort Lauderdale, FL

UnscoredInsufficient · 3
$2,999158,000 mi

Comparison: 3 similar vehicles

Fort Lauderdale, FL

2007 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Honda Civic EX

Miami, FL

Salvage title
$2,999123,022 mi

Miami, FL

2008 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Honda Civic EX

Melbourne, FL

UnscoredLimited · 8
$3,000231,624 mi

Comparison: 8 similar vehicles

Melbourne, FL

2011 Kia Forte Koup EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Kia Forte Koup EX

Longwood, FL

UnscoredInsufficient · 0
$3,200159,000 mi

Longwood, FL

2015 Audi A5 Premium Plus

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Audi A5 Premium Plus

Lake Alfred, FL

UnscoredInsufficient · 0
$3,237191,406 mi

Lake Alfred, FL

2008 Nissan Altima SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Nissan Altima SE

Pompano Beach, FL

UnscoredInsufficient · 0
$3,299115,288 mi

Pompano Beach, FL

2006 Chevrolet Monte Carlo LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Chevrolet Monte Carlo LT

Orlando, FL

UnscoredInsufficient · 0
$3,400147,818 mi

Orlando, FL

2013 Nissan Altima Coupe S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Nissan Altima Coupe S

Tampa, FL

UnscoredLimited · 5
$3,450143,000 mi

Comparison: 5 similar vehicles

Tampa, FL

2008 Nissan Altima S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Nissan Altima S

Oakland Park, FL

UnscoredLimited · 9
$3,450135,604 mi

Comparison: 9 similar vehicles

Oakland Park, FL

2013 Hyundai Elantra Coupe GS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Hyundai Elantra Coupe GS

Orlando, FL

UnscoredLimited · 9
$3,491118,705 mi

Comparison: 9 similar vehicles

Orlando, FL

2012 Mercedes-Benz C-Class C250 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Mercedes-Benz C-Class C250 Sport

Oakland Park, FL

UnscoredModerate · 23
$3,495151,000 mi

Comparison: 23 similar vehicles

Oakland Park, FL

2006 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Honda Civic EX

Orlando, FL

UnscoredLimited · 8
$3,495264,016 mi

Comparison: 8 similar vehicles

Orlando, FL

2012 Honda Civic EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 Honda Civic EX

Winter Haven, FL

UnscoredInsufficient · 4
$3,499196,728 mi

Comparison: 4 similar vehicles

Winter Haven, FL

2001 Acura CL Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Acura CL Base

Ormond Beach, FL

UnscoredInsufficient · 0
$3,499144,706 mi

Ormond Beach, FL

2006 Honda Accord 3.0 EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Honda Accord 3.0 EX

Orlando, FL

UnscoredLimited · 7
$3,500165,435 mi

Comparison: 7 similar vehicles

Orlando, FL

2005 Toyota Camry Solara SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2005 Toyota Camry Solara SE

Tampa, FL

UnscoredInsufficient · 0
$3,500197,120 mi

Tampa, FL

No Photo

2002 Honda Civic LX

Melbourne, FL

UnscoredInsufficient · 4
$3,500149,916 mi

Comparison: 4 similar vehicles

Melbourne, FL

2013 Dodge Challenger SXT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Dodge Challenger SXT

Holly Hill, FL

UnscoredModerate · 23
$3,600193,323 mi

Comparison: 23 similar vehicles

Holly Hill, FL

2001 Toyota Celica GT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2001 Toyota Celica GT

Plant City, FL

UnscoredInsufficient · 3
$3,600142,000 mi

Comparison: 3 similar vehicles

Plant City, FL

2002 Honda Accord SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2002 Honda Accord SE

St. Augustine, FL

UnscoredInsufficient · 0
$3,695247,000 mi

St. Augustine, FL

2010 Hyundai Genesis Coupe Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Hyundai Genesis Coupe Grand Touring

Pompano Beach, FL

Salvage title
$3,775130,127 mi

Pompano Beach, FL

2011 Nissan Altima S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Nissan Altima S

Largo, FL

Fair PriceLimited · 10
$3,779154,000 mi

Market: $2,850 – $6,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 856 days listed (based on current market benchmarks)

Largo, FL

2004 Toyota Camry Solara Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2004 Toyota Camry Solara Sport

St. Augustine, FL

UnscoredInsufficient · 0
$3,795142,000 mi

St. Augustine, FL

2008 Nissan Altima S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Nissan Altima S

Jacksonville, FL

Fair PriceLimited · 11
$3,799204,000 mi

Market: $3,499 – $13,499

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 604 days listed (based on current market benchmarks)

Jacksonville, FL

2008 Chevrolet Cobalt LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Chevrolet Cobalt LT

Jacksonville, FL

UnscoredInsufficient · 3
$3,899184,400 mi

Comparison: 3 similar vehicles

Jacksonville, FL

2012 INFINITI G Coupe 37 Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2012 INFINITI G Coupe 37 Sport

Oakland Park, FL

UnscoredInsufficient · 0
$3,900226,655 mi

Oakland Park, FL

2010 Honda Civic LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Honda Civic LX

Miami, FL

Fair PriceLimited · 14
$3,900146,689 mi

Market: $1,999 – $7,294

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Miami, FL

2009 Mitsubishi Eclipse GS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Mitsubishi Eclipse GS

Hollywood, FL

UnscoredInsufficient · 0
$3,900115,100 mi

Hollywood, FL

2008 Ford Mustang Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Ford Mustang Premium

Orlando, FL

UnscoredInsufficient · 0
$3,900146,596 mi

Orlando, FL

2007 Mitsubishi Eclipse GS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Mitsubishi Eclipse GS

Sarasota, FL

UnscoredInsufficient · 0
$3,900158,000 mi

Sarasota, FL

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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